{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "272ba70b",
   "metadata": {},
   "source": [
    "### 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "04a05701",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5f1868f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "m_data = pd.read_excel('C:/Users/Xl/Desktop/模块5作业数据/matplotlib作业/体测分数_男生.xls')\n",
    "f_data = pd.read_excel('C:/Users/Xl/Desktop/模块5作业数据/matplotlib作业/体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "57b3663f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1595512cfa0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = pd.cut(m_data.男1000米跑分数,bins = 3)#男1000米分箱：3份\n",
    "data2 = pd.cut(m_data.男引体分数,bins = 3)#男引体分箱：3份\n",
    "data = pd.DataFrame( {'1000米分组': data1,'引体分组':data2})\n",
    "a= data.groupby(['1000米分组']).size()#男1000米，三组计数\n",
    "b= data.groupby(['引体分组']).size()#男引体，三组计数\n",
    "plt.figure(figsize=(16,9))\n",
    "# 解决中⽂字体乱码的问题\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "ax = plt.subplot(121)\n",
    "_ = ax.pie(a,autopct = '%0.1f%%')\n",
    "plt.legend(a,loc = 'upper right',bbox_to_anchor = (0.75,0,0.4,1),title =\n",
    "'男100米')\n",
    "ax = plt.subplot(122)\n",
    "_ = ax.pie(b,autopct = '%0.1f%%')\n",
    "plt.legend(b,loc = 'upper right',bbox_to_anchor = (0.75,0,0.4,1),title =\n",
    "'男引体')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d21da7d",
   "metadata": {},
   "source": [
    "### 对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "1fb9e942",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x159674df7c0>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = pd.cut(f_data.女800米跑分数,bins = 4)#女800米分箱：4份\n",
    "data2 = pd.cut(f_data.女跳远分数,bins = 4)#女跳远分箱：4份\n",
    "data = pd.DataFrame( {'800米分组': data1,'跳远分组':data2})\n",
    "a= data.groupby(['800米分组']).size()#女800米，4组计数\n",
    "b= data.groupby(['跳远分组']).size()#女引体，4组计数\n",
    "# 解决中⽂字体乱码的问题\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "plt.figure(figsize=(16,9))\n",
    "ax = plt.subplot(121)\n",
    "_ = ax.pie(a,autopct = '%0.1f%%')\n",
    "plt.legend(a,loc = 'upper right',bbox_to_anchor = (0.75,0,0.4,1),title =\n",
    "'女800米')\n",
    "ax = plt.subplot(122)\n",
    "_ = ax.pie(b,autopct = '%0.1f%%')\n",
    "plt.legend(b,loc = 'upper right',bbox_to_anchor = (0.75,0,0.4,1),title =\n",
    "'女跳远')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82d43098",
   "metadata": {},
   "source": [
    "### 使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "fd82d052",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = pd.cut(m_data.BMI,bins = [0,16.4,23.2,26.3,100],labels = ['低体重','正常','超重','肥胖']) \n",
    "data1 = pd.DataFrame({'男BMI等级':data1})\n",
    "data2 = pd.cut(f_data.BMI,bins = [0,16.4,22.7,25.2,100],labels = ['低体重','正常','超重','肥胖']) \n",
    "data2 = pd.DataFrame({'女BMI等级':data2})\n",
    "m_bmi = data1.groupby(['男BMI等级']).size()\n",
    "f_bmi = data2.groupby(['女BMI等级']).size()\n",
    "# 解决中⽂字体乱码的问题\n",
    "plt.rcParams['font.sans-serif']='Kaiti'\n",
    "#绘制外层饼图\n",
    "plt.figure(figsize=(16,9))\n",
    "_ = plt.pie(m_bmi,\n",
    "autopct='%0.1f%%',\n",
    "radius=1, # 半径\n",
    "pctdistance=0.85, # 百分⽐位置\n",
    "wedgeprops=dict(linewidth=3,width=0.4,edgecolor='w'),# 饼图格式：间隔线宽、饼图宽度、边界颜⾊\n",
    "labels = ['低体重','正常','超重','肥胖']\n",
    ")\n",
    "# 绘制内部饼图\n",
    "_ = plt.pie(f_bmi,\n",
    "autopct='%0.1f%%',\n",
    "radius=0.7,\n",
    "pctdistance=0.7,\n",
    "wedgeprops=dict(linewidth=3,width=0.7,edgecolor='w')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a5b6353",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
